Santander exploration
Juho Salminen
7 April 2016
## Warning: package 'ggplot2' was built under R version 3.2.3Data set
Training set dimensions: 76020, 371
Test set dimensions: 75818, 370
Training set missing values: 0
Test set missing values: 0
Variable classes: 244, 127
Variable names:
## [1] "ID" "var3"
## [3] "var15" "imp_ent_var16_ult1"
## [5] "imp_op_var39_comer_ult1" "imp_op_var39_comer_ult3"
## [7] "imp_op_var40_comer_ult1" "imp_op_var40_comer_ult3"
## [9] "imp_op_var40_efect_ult1" "imp_op_var40_efect_ult3"
## [11] "imp_op_var40_ult1" "imp_op_var41_comer_ult1"
## [13] "imp_op_var41_comer_ult3" "imp_op_var41_efect_ult1"
## [15] "imp_op_var41_efect_ult3" "imp_op_var41_ult1"
## [17] "imp_op_var39_efect_ult1" "imp_op_var39_efect_ult3"
## [19] "imp_op_var39_ult1" "imp_sal_var16_ult1"
## [21] "ind_var1_0" "ind_var1"
## [23] "ind_var2_0" "ind_var2"
## [25] "ind_var5_0" "ind_var5"
## [27] "ind_var6_0" "ind_var6"
## [29] "ind_var8_0" "ind_var8"
## [31] "ind_var12_0" "ind_var12"
## [33] "ind_var13_0" "ind_var13_corto_0"
## [35] "ind_var13_corto" "ind_var13_largo_0"
## [37] "ind_var13_largo" "ind_var13_medio_0"
## [39] "ind_var13_medio" "ind_var13"
## [41] "ind_var14_0" "ind_var14"
## [43] "ind_var17_0" "ind_var17"
## [45] "ind_var18_0" "ind_var18"
## [47] "ind_var19" "ind_var20_0"
## [49] "ind_var20" "ind_var24_0"
## [51] "ind_var24" "ind_var25_cte"
## [53] "ind_var26_0" "ind_var26_cte"
## [55] "ind_var26" "ind_var25_0"
## [57] "ind_var25" "ind_var27_0"
## [59] "ind_var28_0" "ind_var28"
## [61] "ind_var27" "ind_var29_0"
## [63] "ind_var29" "ind_var30_0"
## [65] "ind_var30" "ind_var31_0"
## [67] "ind_var31" "ind_var32_cte"
## [69] "ind_var32_0" "ind_var32"
## [71] "ind_var33_0" "ind_var33"
## [73] "ind_var34_0" "ind_var34"
## [75] "ind_var37_cte" "ind_var37_0"
## [77] "ind_var37" "ind_var39_0"
## [79] "ind_var40_0" "ind_var40"
## [81] "ind_var41_0" "ind_var41"
## [83] "ind_var39" "ind_var44_0"
## [85] "ind_var44" "ind_var46_0"
## [87] "ind_var46" "num_var1_0"
## [89] "num_var1" "num_var4"
## [91] "num_var5_0" "num_var5"
## [93] "num_var6_0" "num_var6"
## [95] "num_var8_0" "num_var8"
## [97] "num_var12_0" "num_var12"
## [99] "num_var13_0" "num_var13_corto_0"
## [101] "num_var13_corto" "num_var13_largo_0"
## [103] "num_var13_largo" "num_var13_medio_0"
## [105] "num_var13_medio" "num_var13"
## [107] "num_var14_0" "num_var14"
## [109] "num_var17_0" "num_var17"
## [111] "num_var18_0" "num_var18"
## [113] "num_var20_0" "num_var20"
## [115] "num_var24_0" "num_var24"
## [117] "num_var26_0" "num_var26"
## [119] "num_var25_0" "num_var25"
## [121] "num_op_var40_hace2" "num_op_var40_hace3"
## [123] "num_op_var40_ult1" "num_op_var40_ult3"
## [125] "num_op_var41_hace2" "num_op_var41_hace3"
## [127] "num_op_var41_ult1" "num_op_var41_ult3"
## [129] "num_op_var39_hace2" "num_op_var39_hace3"
## [131] "num_op_var39_ult1" "num_op_var39_ult3"
## [133] "num_var27_0" "num_var28_0"
## [135] "num_var28" "num_var27"
## [137] "num_var29_0" "num_var29"
## [139] "num_var30_0" "num_var30"
## [141] "num_var31_0" "num_var31"
## [143] "num_var32_0" "num_var32"
## [145] "num_var33_0" "num_var33"
## [147] "num_var34_0" "num_var34"
## [149] "num_var35" "num_var37_med_ult2"
## [151] "num_var37_0" "num_var37"
## [153] "num_var39_0" "num_var40_0"
## [155] "num_var40" "num_var41_0"
## [157] "num_var41" "num_var39"
## [159] "num_var42_0" "num_var42"
## [161] "num_var44_0" "num_var44"
## [163] "num_var46_0" "num_var46"
## [165] "saldo_var1" "saldo_var5"
## [167] "saldo_var6" "saldo_var8"
## [169] "saldo_var12" "saldo_var13_corto"
## [171] "saldo_var13_largo" "saldo_var13_medio"
## [173] "saldo_var13" "saldo_var14"
## [175] "saldo_var17" "saldo_var18"
## [177] "saldo_var20" "saldo_var24"
## [179] "saldo_var26" "saldo_var25"
## [181] "saldo_var28" "saldo_var27"
## [183] "saldo_var29" "saldo_var30"
## [185] "saldo_var31" "saldo_var32"
## [187] "saldo_var33" "saldo_var34"
## [189] "saldo_var37" "saldo_var40"
## [191] "saldo_var41" "saldo_var42"
## [193] "saldo_var44" "saldo_var46"
## [195] "var36" "delta_imp_amort_var18_1y3"
## [197] "delta_imp_amort_var34_1y3" "delta_imp_aport_var13_1y3"
## [199] "delta_imp_aport_var17_1y3" "delta_imp_aport_var33_1y3"
## [201] "delta_imp_compra_var44_1y3" "delta_imp_reemb_var13_1y3"
## [203] "delta_imp_reemb_var17_1y3" "delta_imp_reemb_var33_1y3"
## [205] "delta_imp_trasp_var17_in_1y3" "delta_imp_trasp_var17_out_1y3"
## [207] "delta_imp_trasp_var33_in_1y3" "delta_imp_trasp_var33_out_1y3"
## [209] "delta_imp_venta_var44_1y3" "delta_num_aport_var13_1y3"
## [211] "delta_num_aport_var17_1y3" "delta_num_aport_var33_1y3"
## [213] "delta_num_compra_var44_1y3" "delta_num_reemb_var13_1y3"
## [215] "delta_num_reemb_var17_1y3" "delta_num_reemb_var33_1y3"
## [217] "delta_num_trasp_var17_in_1y3" "delta_num_trasp_var17_out_1y3"
## [219] "delta_num_trasp_var33_in_1y3" "delta_num_trasp_var33_out_1y3"
## [221] "delta_num_venta_var44_1y3" "imp_amort_var18_hace3"
## [223] "imp_amort_var18_ult1" "imp_amort_var34_hace3"
## [225] "imp_amort_var34_ult1" "imp_aport_var13_hace3"
## [227] "imp_aport_var13_ult1" "imp_aport_var17_hace3"
## [229] "imp_aport_var17_ult1" "imp_aport_var33_hace3"
## [231] "imp_aport_var33_ult1" "imp_var7_emit_ult1"
## [233] "imp_var7_recib_ult1" "imp_compra_var44_hace3"
## [235] "imp_compra_var44_ult1" "imp_reemb_var13_hace3"
## [237] "imp_reemb_var13_ult1" "imp_reemb_var17_hace3"
## [239] "imp_reemb_var17_ult1" "imp_reemb_var33_hace3"
## [241] "imp_reemb_var33_ult1" "imp_var43_emit_ult1"
## [243] "imp_trans_var37_ult1" "imp_trasp_var17_in_hace3"
## [245] "imp_trasp_var17_in_ult1" "imp_trasp_var17_out_hace3"
## [247] "imp_trasp_var17_out_ult1" "imp_trasp_var33_in_hace3"
## [249] "imp_trasp_var33_in_ult1" "imp_trasp_var33_out_hace3"
## [251] "imp_trasp_var33_out_ult1" "imp_venta_var44_hace3"
## [253] "imp_venta_var44_ult1" "ind_var7_emit_ult1"
## [255] "ind_var7_recib_ult1" "ind_var10_ult1"
## [257] "ind_var10cte_ult1" "ind_var9_cte_ult1"
## [259] "ind_var9_ult1" "ind_var43_emit_ult1"
## [261] "ind_var43_recib_ult1" "var21"
## [263] "num_var2_0_ult1" "num_var2_ult1"
## [265] "num_aport_var13_hace3" "num_aport_var13_ult1"
## [267] "num_aport_var17_hace3" "num_aport_var17_ult1"
## [269] "num_aport_var33_hace3" "num_aport_var33_ult1"
## [271] "num_var7_emit_ult1" "num_var7_recib_ult1"
## [273] "num_compra_var44_hace3" "num_compra_var44_ult1"
## [275] "num_ent_var16_ult1" "num_var22_hace2"
## [277] "num_var22_hace3" "num_var22_ult1"
## [279] "num_var22_ult3" "num_med_var22_ult3"
## [281] "num_med_var45_ult3" "num_meses_var5_ult3"
## [283] "num_meses_var8_ult3" "num_meses_var12_ult3"
## [285] "num_meses_var13_corto_ult3" "num_meses_var13_largo_ult3"
## [287] "num_meses_var13_medio_ult3" "num_meses_var17_ult3"
## [289] "num_meses_var29_ult3" "num_meses_var33_ult3"
## [291] "num_meses_var39_vig_ult3" "num_meses_var44_ult3"
## [293] "num_op_var39_comer_ult1" "num_op_var39_comer_ult3"
## [295] "num_op_var40_comer_ult1" "num_op_var40_comer_ult3"
## [297] "num_op_var40_efect_ult1" "num_op_var40_efect_ult3"
## [299] "num_op_var41_comer_ult1" "num_op_var41_comer_ult3"
## [301] "num_op_var41_efect_ult1" "num_op_var41_efect_ult3"
## [303] "num_op_var39_efect_ult1" "num_op_var39_efect_ult3"
## [305] "num_reemb_var13_hace3" "num_reemb_var13_ult1"
## [307] "num_reemb_var17_hace3" "num_reemb_var17_ult1"
## [309] "num_reemb_var33_hace3" "num_reemb_var33_ult1"
## [311] "num_sal_var16_ult1" "num_var43_emit_ult1"
## [313] "num_var43_recib_ult1" "num_trasp_var11_ult1"
## [315] "num_trasp_var17_in_hace3" "num_trasp_var17_in_ult1"
## [317] "num_trasp_var17_out_hace3" "num_trasp_var17_out_ult1"
## [319] "num_trasp_var33_in_hace3" "num_trasp_var33_in_ult1"
## [321] "num_trasp_var33_out_hace3" "num_trasp_var33_out_ult1"
## [323] "num_venta_var44_hace3" "num_venta_var44_ult1"
## [325] "num_var45_hace2" "num_var45_hace3"
## [327] "num_var45_ult1" "num_var45_ult3"
## [329] "saldo_var2_ult1" "saldo_medio_var5_hace2"
## [331] "saldo_medio_var5_hace3" "saldo_medio_var5_ult1"
## [333] "saldo_medio_var5_ult3" "saldo_medio_var8_hace2"
## [335] "saldo_medio_var8_hace3" "saldo_medio_var8_ult1"
## [337] "saldo_medio_var8_ult3" "saldo_medio_var12_hace2"
## [339] "saldo_medio_var12_hace3" "saldo_medio_var12_ult1"
## [341] "saldo_medio_var12_ult3" "saldo_medio_var13_corto_hace2"
## [343] "saldo_medio_var13_corto_hace3" "saldo_medio_var13_corto_ult1"
## [345] "saldo_medio_var13_corto_ult3" "saldo_medio_var13_largo_hace2"
## [347] "saldo_medio_var13_largo_hace3" "saldo_medio_var13_largo_ult1"
## [349] "saldo_medio_var13_largo_ult3" "saldo_medio_var13_medio_hace2"
## [351] "saldo_medio_var13_medio_hace3" "saldo_medio_var13_medio_ult1"
## [353] "saldo_medio_var13_medio_ult3" "saldo_medio_var17_hace2"
## [355] "saldo_medio_var17_hace3" "saldo_medio_var17_ult1"
## [357] "saldo_medio_var17_ult3" "saldo_medio_var29_hace2"
## [359] "saldo_medio_var29_hace3" "saldo_medio_var29_ult1"
## [361] "saldo_medio_var29_ult3" "saldo_medio_var33_hace2"
## [363] "saldo_medio_var33_hace3" "saldo_medio_var33_ult1"
## [365] "saldo_medio_var33_ult3" "saldo_medio_var44_hace2"
## [367] "saldo_medio_var44_hace3" "saldo_medio_var44_ult1"
## [369] "saldo_medio_var44_ult3" "var38"
## [371] "TARGET"Descripti statistics
## ID var3 var15 imp_ent_var16_ult1
## Min. : 1 Min. :-999999 Min. : 5.00 Min. : 0.00
## 1st Qu.: 38105 1st Qu.: 2 1st Qu.: 23.00 1st Qu.: 0.00
## Median : 76043 Median : 2 Median : 28.00 Median : 0.00
## Mean : 75964 Mean : -1523 Mean : 33.21 Mean : 86.21
## 3rd Qu.:113749 3rd Qu.: 2 3rd Qu.: 40.00 3rd Qu.: 0.00
## Max. :151838 Max. : 238 Max. :105.00 Max. :210000.00
## imp_op_var39_comer_ult1 imp_op_var39_comer_ult3 imp_op_var40_comer_ult1
## Min. : 0.00 Min. : 0.0 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.000
## Median : 0.00 Median : 0.0 Median : 0.000
## Mean : 72.36 Mean : 119.5 Mean : 3.559
## 3rd Qu.: 0.00 3rd Qu.: 0.0 3rd Qu.: 0.000
## Max. :12888.03 Max. :21024.8 Max. :8237.820
## imp_op_var40_comer_ult3 imp_op_var40_efect_ult1 imp_op_var40_efect_ult3
## Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.000 Median : 0.000 Median : 0.000
## Mean : 6.473 Mean : 0.413 Mean : 0.567
## 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.000
## Max. :11073.570 Max. :6600.000 Max. :6600.000
## imp_op_var40_ult1 imp_op_var41_comer_ult1 imp_op_var41_comer_ult3
## Min. : 0.000 Min. : 0.0 Min. : 0.0
## 1st Qu.: 0.000 1st Qu.: 0.0 1st Qu.: 0.0
## Median : 0.000 Median : 0.0 Median : 0.0
## Mean : 3.161 Mean : 68.8 Mean : 113.1
## 3rd Qu.: 0.000 3rd Qu.: 0.0 3rd Qu.: 0.0
## Max. :8237.820 Max. :12888.0 Max. :16566.8
## imp_op_var41_efect_ult1 imp_op_var41_efect_ult3 imp_op_var41_ult1
## Min. : 0.00 Min. : 0.0 Min. : 0.0
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.0
## Median : 0.00 Median : 0.0 Median : 0.0
## Mean : 68.21 Mean : 113.2 Mean : 137.2
## 3rd Qu.: 0.00 3rd Qu.: 0.0 3rd Qu.: 0.0
## Max. :45990.00 Max. :131100.0 Max. :47598.1
## imp_op_var39_efect_ult1 imp_op_var39_efect_ult3 imp_op_var39_ult1
## Min. : 0.00 Min. : 0.0 Min. : 0.0
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.0
## Median : 0.00 Median : 0.0 Median : 0.0
## Mean : 68.62 Mean : 113.8 Mean : 140.4
## 3rd Qu.: 0.00 3rd Qu.: 0.0 3rd Qu.: 0.0
## Max. :45990.00 Max. :131100.0 Max. :47598.1
## imp_sal_var16_ult1 ind_var1_0 ind_var1 ind_var2_0
## Min. :0.00e+00 Min. :0.00000 Min. :0.000000 Min. :0
## 1st Qu.:0.00e+00 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0
## Median :0.00e+00 Median :0.00000 Median :0.000000 Median :0
## Mean :5.48e+00 Mean :0.01146 Mean :0.003762 Mean :0
## 3rd Qu.:0.00e+00 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0
## Max. :1.05e+05 Max. :1.00000 Max. :1.000000 Max. :0
## ind_var2 ind_var5_0 ind_var5 ind_var6_0
## Min. :0 Min. :0.000 Min. :0.0000 Min. :0.0000000
## 1st Qu.:0 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.0000000
## Median :0 Median :1.000 Median :1.0000 Median :0.0000000
## Mean :0 Mean :0.958 Mean :0.6638 Mean :0.0001052
## 3rd Qu.:0 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.:0.0000000
## Max. :0 Max. :1.000 Max. :1.0000 Max. :1.0000000
## ind_var6 ind_var8_0 ind_var8 ind_var12_0
## Min. :0.00e+00 Min. :0.00000 Min. :0.0000 Min. :0.00000
## 1st Qu.:0.00e+00 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.00000
## Median :0.00e+00 Median :0.00000 Median :0.0000 Median :0.00000
## Mean :2.63e-05 Mean :0.03283 Mean :0.0286 Mean :0.06752
## 3rd Qu.:0.00e+00 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.:0.00000
## Max. :1.00e+00 Max. :1.00000 Max. :1.0000 Max. :1.00000
## ind_var12 ind_var13_0 ind_var13_corto_0 ind_var13_corto
## Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.00000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.04546 Mean :0.05225 Mean :0.04294 Mean :0.04148
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.00000
## ind_var13_largo_0 ind_var13_largo ind_var13_medio_0
## Min. :0.00000 Min. :0.000000 Min. :0.00e+00
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.00e+00
## Median :0.00000 Median :0.000000 Median :0.00e+00
## Mean :0.01017 Mean :0.009997 Mean :2.63e-05
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.00e+00
## Max. :1.00000 Max. :1.000000 Max. :1.00e+00
## ind_var13_medio ind_var13 ind_var14_0 ind_var14
## Min. :0.00e+00 Min. :0.00000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.00e+00 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.00e+00 Median :0.00000 Median :0.00000 Median :0.000000
## Mean :2.63e-05 Mean :0.05085 Mean :0.02365 Mean :0.005301
## 3rd Qu.:0.00e+00 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.00e+00 Max. :1.00000 Max. :1.00000 Max. :1.000000
## ind_var17_0 ind_var17 ind_var18_0
## Min. :0.000000 Min. :0.000000 Min. :0.00e+00
## 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00e+00
## Median :0.000000 Median :0.000000 Median :0.00e+00
## Mean :0.001802 Mean :0.001447 Mean :2.63e-05
## 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00e+00
## Max. :1.000000 Max. :1.000000 Max. :1.00e+00
## ind_var18 ind_var19 ind_var20_0
## Min. :0.00e+00 Min. :0.000000 Min. :0.000000
## 1st Qu.:0.00e+00 1st Qu.:0.000000 1st Qu.:0.000000
## Median :0.00e+00 Median :0.000000 Median :0.000000
## Mean :2.63e-05 Mean :0.004196 Mean :0.003631
## 3rd Qu.:0.00e+00 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.00e+00 Max. :1.000000 Max. :1.000000
## ind_var20 ind_var24_0 ind_var24 ind_var25_cte
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.002697 Mean :0.04237 Mean :0.03788 Mean :0.02643
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.000000 Max. :1.00000 Max. :1.00000 Max. :1.00000
## ind_var26_0 ind_var26_cte ind_var26 ind_var25_0
## Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.00000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.02464 Mean :0.02756 Mean :0.02464 Mean :0.02364
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.00000
## ind_var25 ind_var27_0 ind_var28_0 ind_var28 ind_var27
## Min. :0.00000 Min. :0 Min. :0 Min. :0 Min. :0
## 1st Qu.:0.00000 1st Qu.:0 1st Qu.:0 1st Qu.:0 1st Qu.:0
## Median :0.00000 Median :0 Median :0 Median :0 Median :0
## Mean :0.02364 Mean :0 Mean :0 Mean :0 Mean :0
## 3rd Qu.:0.00000 3rd Qu.:0 3rd Qu.:0 3rd Qu.:0 3rd Qu.:0
## Max. :1.00000 Max. :0 Max. :0 Max. :0 Max. :0
## ind_var29_0 ind_var29 ind_var30_0 ind_var30
## Min. :0.0000000 Min. :0.00e+00 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000000 1st Qu.:0.00e+00 1st Qu.:1.0000 1st Qu.:0.0000
## Median :0.0000000 Median :0.00e+00 Median :1.0000 Median :1.0000
## Mean :0.0001052 Mean :2.63e-05 Mean :0.9955 Mean :0.7328
## 3rd Qu.:0.0000000 3rd Qu.:0.00e+00 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000000 Max. :1.00e+00 Max. :1.0000 Max. :1.0000
## ind_var31_0 ind_var31 ind_var32_cte ind_var32_0
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.000000
## Mean :0.004275 Mean :0.00367 Mean :0.00121 Mean :0.001079
## 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.000000 Max. :1.00000 Max. :1.00000 Max. :1.000000
## ind_var32 ind_var33_0 ind_var33
## Min. :0.000000 Min. :0.0000000 Min. :0.0000000
## 1st Qu.:0.000000 1st Qu.:0.0000000 1st Qu.:0.0000000
## Median :0.000000 Median :0.0000000 Median :0.0000000
## Mean :0.001079 Mean :0.0007498 Mean :0.0006314
## 3rd Qu.:0.000000 3rd Qu.:0.0000000 3rd Qu.:0.0000000
## Max. :1.000000 Max. :1.0000000 Max. :1.0000000
## ind_var34_0 ind_var34 ind_var37_cte ind_var37_0
## Min. :0.00e+00 Min. :0.00e+00 Min. :0.0000 Min. :0.00000
## 1st Qu.:0.00e+00 1st Qu.:0.00e+00 1st Qu.:0.0000 1st Qu.:0.00000
## Median :0.00e+00 Median :0.00e+00 Median :0.0000 Median :0.00000
## Mean :2.63e-05 Mean :2.63e-05 Mean :0.0723 Mean :0.06526
## 3rd Qu.:0.00e+00 3rd Qu.:0.00e+00 3rd Qu.:0.0000 3rd Qu.:0.00000
## Max. :1.00e+00 Max. :1.00e+00 Max. :1.0000 Max. :1.00000
## ind_var37 ind_var39_0 ind_var40_0 ind_var40
## Min. :0.00000 Min. :0.0000 Min. :0.00000 Min. :0.000000
## 1st Qu.:0.00000 1st Qu.:1.0000 1st Qu.:0.00000 1st Qu.:0.000000
## Median :0.00000 Median :1.0000 Median :0.00000 Median :0.000000
## Mean :0.06526 Mean :0.8808 Mean :0.01142 Mean :0.003723
## 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:0.00000 3rd Qu.:0.000000
## Max. :1.00000 Max. :1.0000 Max. :1.00000 Max. :1.000000
## ind_var41_0 ind_var41 ind_var39 ind_var44_0
## Min. :0.0000 Min. :0 Min. :0.000000 Min. :0.000000
## 1st Qu.:1.0000 1st Qu.:0 1st Qu.:0.000000 1st Qu.:0.000000
## Median :1.0000 Median :0 Median :0.000000 Median :0.000000
## Mean :0.8793 Mean :0 Mean :0.003723 Mean :0.001881
## 3rd Qu.:1.0000 3rd Qu.:0 3rd Qu.:0.000000 3rd Qu.:0.000000
## Max. :1.0000 Max. :0 Max. :1.000000 Max. :1.000000
## ind_var44 ind_var46_0 ind_var46 num_var1_0
## Min. :0.000000 Min. :0 Min. :0 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0 1st Qu.:0 1st Qu.:0.00000
## Median :0.000000 Median :0 Median :0 Median :0.00000
## Mean :0.001697 Mean :0 Mean :0 Mean :0.03445
## 3rd Qu.:0.000000 3rd Qu.:0 3rd Qu.:0 3rd Qu.:0.00000
## Max. :1.000000 Max. :0 Max. :0 Max. :6.00000
## num_var1 num_var4 num_var5_0 num_var5
## Min. :0.00000 Min. :0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.00000 1st Qu.:0.000 1st Qu.: 3.000 1st Qu.: 0.000
## Median :0.00000 Median :1.000 Median : 3.000 Median : 3.000
## Mean :0.01133 Mean :1.079 Mean : 2.894 Mean : 1.999
## 3rd Qu.:0.00000 3rd Qu.:1.000 3rd Qu.: 3.000 3rd Qu.: 3.000
## Max. :6.00000 Max. :7.000 Max. :15.000 Max. :15.000
## num_var6_0 num_var6 num_var8_0
## Min. :0.0000000 Min. :0.00e+00 Min. :0.00000
## 1st Qu.:0.0000000 1st Qu.:0.00e+00 1st Qu.:0.00000
## Median :0.0000000 Median :0.00e+00 Median :0.00000
## Mean :0.0003157 Mean :7.89e-05 Mean :0.09854
## 3rd Qu.:0.0000000 3rd Qu.:0.00e+00 3rd Qu.:0.00000
## Max. :3.0000000 Max. :3.00e+00 Max. :6.00000
## num_var8 num_var12_0 num_var12 num_var13_0
## Min. :0.00000 Min. : 0.0000 Min. : 0.000 Min. : 0.0000
## 1st Qu.:0.00000 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000
## Median :0.00000 Median : 0.0000 Median : 0.000 Median : 0.0000
## Mean :0.08579 Mean : 0.2112 Mean : 0.138 Mean : 0.1677
## 3rd Qu.:0.00000 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.0000
## Max. :3.00000 Max. :111.0000 Max. :15.000 Max. :18.0000
## num_var13_corto_0 num_var13_corto num_var13_largo_0 num_var13_largo
## Min. :0.0000 Min. :0.0000 Min. : 0.00000 Min. : 0.00000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 0.00000 1st Qu.: 0.00000
## Median :0.0000 Median :0.0000 Median : 0.00000 Median : 0.00000
## Mean :0.1303 Mean :0.1245 Mean : 0.03733 Mean : 0.03524
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.: 0.00000 3rd Qu.: 0.00000
## Max. :6.0000 Max. :6.0000 Max. :18.00000 Max. :18.00000
## num_var13_medio_0 num_var13_medio num_var13
## Min. :0.00e+00 Min. :0.00e+00 Min. : 0.0000
## 1st Qu.:0.00e+00 1st Qu.:0.00e+00 1st Qu.: 0.0000
## Median :0.00e+00 Median :0.00e+00 Median : 0.0000
## Mean :7.89e-05 Mean :7.89e-05 Mean : 0.1598
## 3rd Qu.:0.00e+00 3rd Qu.:0.00e+00 3rd Qu.: 0.0000
## Max. :3.00e+00 Max. :3.00e+00 Max. :18.0000
## num_var14_0 num_var14 num_var17_0
## Min. : 0.00000 Min. : 0.00000 Min. : 0.00000
## 1st Qu.: 0.00000 1st Qu.: 0.00000 1st Qu.: 0.00000
## Median : 0.00000 Median : 0.00000 Median : 0.00000
## Mean : 0.07269 Mean : 0.01614 Mean : 0.01188
## 3rd Qu.: 0.00000 3rd Qu.: 0.00000 3rd Qu.: 0.00000
## Max. :111.00000 Max. :12.00000 Max. :36.00000
## num_var17 num_var18_0 num_var18
## Min. : 0.000000 Min. :0.00e+00 Min. :0.00e+00
## 1st Qu.: 0.000000 1st Qu.:0.00e+00 1st Qu.:0.00e+00
## Median : 0.000000 Median :0.00e+00 Median :0.00e+00
## Mean : 0.008879 Mean :7.89e-05 Mean :7.89e-05
## 3rd Qu.: 0.000000 3rd Qu.:0.00e+00 3rd Qu.:0.00e+00
## Max. :27.000000 Max. :3.00e+00 Max. :3.00e+00
## num_var20_0 num_var20 num_var24_0 num_var24
## Min. :0.00000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.00000 Median :0.0000 Median :0.0000
## Mean :0.01089 Mean :0.00809 Mean :0.1277 Mean :0.1138
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :3.00000 Max. :3.00000 Max. :9.0000 Max. :6.0000
## num_var26_0 num_var26 num_var25_0
## Min. : 0.00000 Min. : 0.00000 Min. : 0.00000
## 1st Qu.: 0.00000 1st Qu.: 0.00000 1st Qu.: 0.00000
## Median : 0.00000 Median : 0.00000 Median : 0.00000
## Mean : 0.08938 Mean : 0.08938 Mean : 0.08516
## 3rd Qu.: 0.00000 3rd Qu.: 0.00000 3rd Qu.: 0.00000
## Max. :33.00000 Max. :33.00000 Max. :33.00000
## num_var25 num_op_var40_hace2 num_op_var40_hace3
## Min. : 0.00000 Min. : 0.00000 Min. : 0.00000
## 1st Qu.: 0.00000 1st Qu.: 0.00000 1st Qu.: 0.00000
## Median : 0.00000 Median : 0.00000 Median : 0.00000
## Mean : 0.08516 Mean : 0.02024 Mean : 0.00103
## 3rd Qu.: 0.00000 3rd Qu.: 0.00000 3rd Qu.: 0.00000
## Max. :33.00000 Max. :117.00000 Max. :48.00000
## num_op_var40_ult1 num_op_var40_ult3 num_op_var41_hace2
## Min. : 0.00000 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.00000 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 0.00000 Median : 0.0000 Median : 0.000
## Mean : 0.05702 Mean : 0.0783 Mean : 1.601
## 3rd Qu.: 0.00000 3rd Qu.: 0.0000 3rd Qu.: 0.000
## Max. :234.00000 Max. :351.0000 Max. :249.000
## num_op_var41_hace3 num_op_var41_ult1 num_op_var41_ult3 num_op_var39_hace2
## Min. : 0.00000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.00000 Median : 0.000 Median : 0.000 Median : 0.000
## Mean : 0.09392 Mean : 2.859 Mean : 4.554 Mean : 1.621
## 3rd Qu.: 0.00000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.000
## Max. :81.00000 Max. :468.000 Max. :468.000 Max. :249.000
## num_op_var39_hace3 num_op_var39_ult1 num_op_var39_ult3 num_var27_0
## Min. : 0.00000 Min. : 0.000 Min. : 0.000 Min. :0
## 1st Qu.: 0.00000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.:0
## Median : 0.00000 Median : 0.000 Median : 0.000 Median :0
## Mean : 0.09495 Mean : 2.916 Mean : 4.632 Mean :0
## 3rd Qu.: 0.00000 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.:0
## Max. :81.00000 Max. :468.000 Max. :468.000 Max. :0
## num_var28_0 num_var28 num_var27 num_var29_0
## Min. :0 Min. :0 Min. :0 Min. :0.0000000
## 1st Qu.:0 1st Qu.:0 1st Qu.:0 1st Qu.:0.0000000
## Median :0 Median :0 Median :0 Median :0.0000000
## Mean :0 Mean :0 Mean :0 Mean :0.0003157
## 3rd Qu.:0 3rd Qu.:0 3rd Qu.:0 3rd Qu.:0.0000000
## Max. :0 Max. :0 Max. :0 Max. :3.0000000
## num_var29 num_var30_0 num_var30 num_var31_0
## Min. :0.00e+00 Min. : 0.000 Min. : 0.000 Min. : 0.00000
## 1st Qu.:0.00e+00 1st Qu.: 3.000 1st Qu.: 0.000 1st Qu.: 0.00000
## Median :0.00e+00 Median : 3.000 Median : 3.000 Median : 0.00000
## Mean :7.89e-05 Mean : 3.372 Mean : 2.383 Mean : 0.02013
## 3rd Qu.:0.00e+00 3rd Qu.: 3.000 3rd Qu.: 3.000 3rd Qu.: 0.00000
## Max. :3.00e+00 Max. :114.000 Max. :33.000 Max. :36.00000
## num_var31 num_var32_0 num_var32
## Min. : 0.00000 Min. : 0.000000 Min. : 0.000000
## 1st Qu.: 0.00000 1st Qu.: 0.000000 1st Qu.: 0.000000
## Median : 0.00000 Median : 0.000000 Median : 0.000000
## Mean : 0.01606 Mean : 0.004223 Mean : 0.004223
## 3rd Qu.: 0.00000 3rd Qu.: 0.000000 3rd Qu.: 0.000000
## Max. :27.00000 Max. :12.000000 Max. :12.000000
## num_var33_0 num_var33 num_var34_0
## Min. : 0.000000 Min. :0.000000 Min. :0.00e+00
## 1st Qu.: 0.000000 1st Qu.:0.000000 1st Qu.:0.00e+00
## Median : 0.000000 Median :0.000000 Median :0.00e+00
## Mean : 0.002565 Mean :0.002092 Mean :7.89e-05
## 3rd Qu.: 0.000000 3rd Qu.:0.000000 3rd Qu.:0.00e+00
## Max. :12.000000 Max. :6.000000 Max. :3.00e+00
## num_var34 num_var35 num_var37_med_ult2 num_var37_0
## Min. :0.00e+00 Min. : 0.000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.:0.00e+00 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median :0.00e+00 Median : 3.000 Median : 0.0000 Median : 0.0000
## Mean :7.89e-05 Mean : 3.299 Mean : 0.2635 Mean : 0.4188
## 3rd Qu.:0.00e+00 3rd Qu.: 3.000 3rd Qu.: 0.0000 3rd Qu.: 0.0000
## Max. :3.00e+00 Max. :36.000 Max. :105.0000 Max. :114.0000
## num_var37 num_var39_0 num_var40_0 num_var40
## Min. : 0.0000 Min. : 0.000 Min. :0.00000 Min. :0.00000
## 1st Qu.: 0.0000 1st Qu.: 3.000 1st Qu.:0.00000 1st Qu.:0.00000
## Median : 0.0000 Median : 3.000 Median :0.00000 Median :0.00000
## Mean : 0.4188 Mean : 2.725 Mean :0.03429 Mean :0.01117
## 3rd Qu.: 0.0000 3rd Qu.: 3.000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :114.0000 Max. :33.000 Max. :6.00000 Max. :3.00000
## num_var41_0 num_var41 num_var39 num_var42_0
## Min. : 0.000 Min. :0 Min. :0.00000 Min. : 0.000
## 1st Qu.: 3.000 1st Qu.:0 1st Qu.:0.00000 1st Qu.: 3.000
## Median : 3.000 Median :0 Median :0.00000 Median : 3.000
## Mean : 2.699 Mean :0 Mean :0.01117 Mean : 3.204
## 3rd Qu.: 3.000 3rd Qu.:0 3rd Qu.:0.00000 3rd Qu.: 3.000
## Max. :33.000 Max. :0 Max. :3.00000 Max. :114.000
## num_var42 num_var44_0 num_var44 num_var46_0
## Min. : 0.000 Min. :0.000000 Min. :0.000000 Min. :0
## 1st Qu.: 0.000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0
## Median : 3.000 Median :0.000000 Median :0.000000 Median :0
## Mean : 2.218 Mean :0.005683 Mean :0.005091 Mean :0
## 3rd Qu.: 3.000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0
## Max. :18.000 Max. :6.000000 Max. :3.000000 Max. :0
## num_var46 saldo_var1 saldo_var5 saldo_var6
## Min. :0 Min. : -0.9 Min. : -2896 Min. : 0.000
## 1st Qu.:0 1st Qu.: 0.0 1st Qu.: 0 1st Qu.: 0.000
## Median :0 Median : 0.0 Median : 3 Median : 0.000
## Mean :0 Mean : 48.4 Mean : 1028 Mean : 0.414
## 3rd Qu.:0 3rd Qu.: 0.0 3rd Qu.: 90 3rd Qu.: 0.000
## Max. :0 Max. :3000000.0 Max. :619329 Max. :19531.800
## saldo_var8 saldo_var12 saldo_var13_corto saldo_var13_largo
## Min. : -4942.3 Min. : 0 Min. : 0 Min. : 0
## 1st Qu.: 0.0 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0
## Median : 0.0 Median : 0 Median : 0 Median : 0
## Mean : 141.2 Mean : 6022 Mean : 4994 Mean : 1494
## 3rd Qu.: 0.0 3rd Qu.: 0 3rd Qu.: 0 3rd Qu.: 0
## Max. :240045.0 Max. :3008077 Max. :450000 Max. :1500000
## saldo_var13_medio saldo_var13 saldo_var14 saldo_var17
## Min. :0.00e+00 Min. : 0 Min. : 0.0 Min. : 0
## 1st Qu.:0.00e+00 1st Qu.: 0 1st Qu.: 0.0 1st Qu.: 0
## Median :0.00e+00 Median : 0 Median : 0.0 Median : 0
## Mean :5.13e-01 Mean : 6488 Mean : 69.1 Mean : 183
## 3rd Qu.:0.00e+00 3rd Qu.: 0 3rd Qu.: 0.0 3rd Qu.: 0
## Max. :3.00e+04 Max. :1500000 Max. :450000.0 Max. :6119500
## saldo_var18 saldo_var20 saldo_var24
## Min. :0.00e+00 Min. : 0.0 Min. : 0
## 1st Qu.:0.00e+00 1st Qu.: 0.0 1st Qu.: 0
## Median :0.00e+00 Median : 0.0 Median : 0
## Mean :4.34e+01 Mean : 27.4 Mean : 5925
## 3rd Qu.:0.00e+00 3rd Qu.: 0.0 3rd Qu.: 0
## Max. :3.00e+06 Max. :455858.2 Max. :3008077
## saldo_var26 saldo_var25 saldo_var28 saldo_var27
## Min. : 0.00 Min. : 0.00 Min. :0 Min. :0
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.:0 1st Qu.:0
## Median : 0.00 Median : 0.00 Median :0 Median :0
## Mean : 76.08 Mean : 72.74 Mean :0 Mean :0
## 3rd Qu.: 0.00 3rd Qu.: 0.00 3rd Qu.:0 3rd Qu.:0
## Max. :69756.72 Max. :69756.72 Max. :0 Max. :0
## saldo_var29 saldo_var30 saldo_var31
## Min. : 0.000 Min. : -4942 Min. : 0
## 1st Qu.: 0.000 1st Qu.: 0 1st Qu.: 0
## Median : 0.000 Median : 3 Median : 0
## Mean : 0.414 Mean : 13680 Mean : 292
## 3rd Qu.: 0.000 3rd Qu.: 236 3rd Qu.: 0
## Max. :19531.800 Max. :3458077 Max. :6119500
## saldo_var32 saldo_var33 saldo_var34
## Min. : 0.000 Min. : 0.00 Min. :0.0e+00
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.:0.0e+00
## Median : 0.000 Median : 0.00 Median :0.0e+00
## Mean : 3.346 Mean : 12.53 Mean :6.7e-01
## 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.:0.0e+00
## Max. :12210.780 Max. :142078.80 Max. :3.6e+04
## saldo_var37 saldo_var40 saldo_var41 saldo_var42
## Min. : 0.00 Min. : -0.900 Min. :0 Min. : -4942
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.:0 1st Qu.: 0
## Median : 0.00 Median : 0.000 Median :0 Median : 3
## Mean : 36.91 Mean : 4.369 Mean :0 Mean : 7192
## 3rd Qu.: 0.00 3rd Qu.: 0.000 3rd Qu.:0 3rd Qu.: 120
## Max. :60000.00 Max. :8192.610 Max. :0 Max. :3008077
## saldo_var44 saldo_var46 var36 delta_imp_amort_var18_1y3
## Min. : 0.0 Min. :0 Min. : 0.00 Min. :0.000e+00
## 1st Qu.: 0.0 1st Qu.:0 1st Qu.: 2.00 1st Qu.:0.000e+00
## Median : 0.0 Median :0 Median : 3.00 Median :0.000e+00
## Mean : 96.4 Mean :0 Mean :40.45 Mean :2.631e+05
## 3rd Qu.: 0.0 3rd Qu.:0 3rd Qu.:99.00 3rd Qu.:0.000e+00
## Max. :740006.6 Max. :0 Max. :99.00 Max. :1.000e+10
## delta_imp_amort_var34_1y3 delta_imp_aport_var13_1y3
## Min. :0.000e+00 Min. : -1
## 1st Qu.:0.000e+00 1st Qu.: 0
## Median :0.000e+00 Median : 0
## Mean :2.631e+05 Mean : 48671402
## 3rd Qu.:0.000e+00 3rd Qu.: 0
## Max. :1.000e+10 Max. :9999999999
## delta_imp_aport_var17_1y3 delta_imp_aport_var33_1y3
## Min. :-1.00e+00 Min. : -1
## 1st Qu.: 0.00e+00 1st Qu.: 0
## Median : 0.00e+00 Median : 0
## Mean : 5.13e+06 Mean : 131544
## 3rd Qu.: 0.00e+00 3rd Qu.: 0
## Max. : 1.00e+10 Max. :9999999999
## delta_imp_compra_var44_1y3 delta_imp_reemb_var13_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 9208103 Mean :4.999e+06
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_imp_reemb_var17_1y3 delta_imp_reemb_var33_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 2630887 Mean :1.315e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_imp_trasp_var17_in_1y3 delta_imp_trasp_var17_out_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 526177 Mean :5.262e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_imp_trasp_var33_in_1y3 delta_imp_trasp_var33_out_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 657722 Mean :1.315e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_imp_venta_var44_1y3 delta_num_aport_var13_1y3
## Min. : -1 Min. : -1
## 1st Qu.: 0 1st Qu.: 0
## Median : 0 Median : 0
## Mean : 5524862 Mean : 48671402
## 3rd Qu.: 0 3rd Qu.: 0
## Max. :9999999999 Max. :9999999999
## delta_num_aport_var17_1y3 delta_num_aport_var33_1y3
## Min. :-1.00e+00 Min. : -1
## 1st Qu.: 0.00e+00 1st Qu.: 0
## Median : 0.00e+00 Median : 0
## Mean : 5.13e+06 Mean : 131544
## 3rd Qu.: 0.00e+00 3rd Qu.: 0
## Max. : 1.00e+10 Max. :9999999999
## delta_num_compra_var44_1y3 delta_num_reemb_var13_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 9208103 Mean :4.999e+06
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_num_reemb_var17_1y3 delta_num_reemb_var33_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 2630887 Mean :1.315e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_num_trasp_var17_in_1y3 delta_num_trasp_var17_out_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 526177 Mean :5.262e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_num_trasp_var33_in_1y3 delta_num_trasp_var33_out_1y3
## Min. : -1 Min. :0.000e+00
## 1st Qu.: 0 1st Qu.:0.000e+00
## Median : 0 Median :0.000e+00
## Mean : 657722 Mean :1.315e+05
## 3rd Qu.: 0 3rd Qu.:0.000e+00
## Max. :9999999999 Max. :1.000e+10
## delta_num_venta_var44_1y3 imp_amort_var18_hace3 imp_amort_var18_ult1
## Min. : -1 Min. :0 Min. : 0.000
## 1st Qu.: 0 1st Qu.:0 1st Qu.: 0.000
## Median : 0 Median :0 Median : 0.000
## Mean : 5524862 Mean :0 Mean : 0.231
## 3rd Qu.: 0 3rd Qu.:0 3rd Qu.: 0.000
## Max. :9999999999 Max. :0 Max. :15691.800
## imp_amort_var34_hace3 imp_amort_var34_ult1 imp_aport_var13_hace3
## Min. :0 Min. : 0.0000 Min. : 0
## 1st Qu.:0 1st Qu.: 0.0000 1st Qu.: 0
## Median :0 Median : 0.0000 Median : 0
## Mean :0 Mean : 0.0181 Mean : 2824
## 3rd Qu.:0 3rd Qu.: 0.0000 3rd Qu.: 0
## Max. :0 Max. :1096.0200 Max. :840000
## imp_aport_var13_ult1 imp_aport_var17_hace3 imp_aport_var17_ult1
## Min. : 0.0 Min. : 0 Min. : 0.0
## 1st Qu.: 0.0 1st Qu.: 0 1st Qu.: 0.0
## Median : 0.0 Median : 0 Median : 0.0
## Mean : 619.6 Mean : 99 Mean : 31.1
## 3rd Qu.: 0.0 3rd Qu.: 0 3rd Qu.: 0.0
## Max. :450000.0 Max. :6083692 Max. :432457.3
## imp_aport_var33_hace3 imp_aport_var33_ult1 imp_var7_emit_ult1
## Min. : 0.00 Min. :0.00e+00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.:0.00e+00 1st Qu.: 0.00
## Median : 0.00 Median :0.00e+00 Median : 0.00
## Mean : 2.99 Mean :4.81e-02 Mean : 2.72
## 3rd Qu.: 0.00 3rd Qu.:0.00e+00 3rd Qu.: 0.00
## Max. :36000.00 Max. :1.26e+03 Max. :145384.92
## imp_var7_recib_ult1 imp_compra_var44_hace3 imp_compra_var44_ult1
## Min. : 0.0 Min. : 0.00 Min. : 0
## 1st Qu.: 0.0 1st Qu.: 0.00 1st Qu.: 0
## Median : 0.0 Median : 0.00 Median : 0
## Mean : 127.7 Mean : 13.96 Mean : 117
## 3rd Qu.: 0.0 3rd Qu.: 0.00 3rd Qu.: 0
## Max. :1039260.0 Max. :210001.35 Max. :3410059
## imp_reemb_var13_hace3 imp_reemb_var13_ult1 imp_reemb_var17_hace3
## Min. :0 Min. : 0.0 Min. : 0.000
## 1st Qu.:0 1st Qu.: 0.0 1st Qu.: 0.000
## Median :0 Median : 0.0 Median : 0.000
## Mean :0 Mean : 46.2 Mean : 0.158
## 3rd Qu.:0 3rd Qu.: 0.0 3rd Qu.: 0.000
## Max. :0 Max. :450000.0 Max. :12027.150
## imp_reemb_var17_ult1 imp_reemb_var33_hace3 imp_reemb_var33_ult1
## Min. : 0.00 Min. :0 Min. :0.00e+00
## 1st Qu.: 0.00 1st Qu.:0 1st Qu.:0.00e+00
## Median : 0.00 Median :0 Median :0.00e+00
## Mean : 12.57 Mean :0 Mean :1.58e-02
## 3rd Qu.: 0.00 3rd Qu.:0 3rd Qu.:0.00e+00
## Max. :182132.97 Max. :0 Max. :1.20e+03
## imp_var43_emit_ult1 imp_trans_var37_ult1 imp_trasp_var17_in_hace3
## Min. : 0.0 Min. : 0 Min. : 0.00
## 1st Qu.: 0.0 1st Qu.: 0 1st Qu.: 0.00
## Median : 0.0 Median : 0 Median : 0.00
## Mean : 854.1 Mean : 1933 Mean : 1.87
## 3rd Qu.: 0.0 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :1155003.0 Max. :2310003 Max. :96781.44
## imp_trasp_var17_in_ult1 imp_trasp_var17_out_hace3
## Min. : 0.00 Min. :0
## 1st Qu.: 0.00 1st Qu.:0
## Median : 0.00 Median :0
## Mean : 2.51 Mean :0
## 3rd Qu.: 0.00 3rd Qu.:0
## Max. :133730.58 Max. :0
## imp_trasp_var17_out_ult1 imp_trasp_var33_in_hace3 imp_trasp_var33_in_ult1
## Min. : 0.00 Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000
## Median : 0.00 Median : 0.00 Median : 0.000
## Mean : 1.91 Mean : 2.79 Mean : 0.315
## 3rd Qu.: 0.00 3rd Qu.: 0.00 3rd Qu.: 0.000
## Max. :69622.29 Max. :49581.27 Max. :13207.320
## imp_trasp_var33_out_hace3 imp_trasp_var33_out_ult1 imp_venta_var44_hace3
## Min. :0 Min. :0.00e+00 Min. : 0.00
## 1st Qu.:0 1st Qu.:0.00e+00 1st Qu.: 0.00
## Median :0 Median :0.00e+00 Median : 0.00
## Mean :0 Mean :3.95e-02 Mean : 3.79
## 3rd Qu.:0 3rd Qu.:0.00e+00 3rd Qu.: 0.00
## Max. :0 Max. :3.00e+03 Max. :209834.40
## imp_venta_var44_ult1 ind_var7_emit_ult1 ind_var7_recib_ult1
## Min. : 0.0 Min. :0.00e+00 Min. :0.000000
## 1st Qu.: 0.0 1st Qu.:0.00e+00 1st Qu.:0.000000
## Median : 0.0 Median :0.00e+00 Median :0.000000
## Mean : 81.4 Mean :3.95e-05 Mean :0.002697
## 3rd Qu.: 0.0 3rd Qu.:0.00e+00 3rd Qu.:0.000000
## Max. :2754476.5 Max. :1.00e+00 Max. :1.000000
## ind_var10_ult1 ind_var10cte_ult1 ind_var9_cte_ult1 ind_var9_ult1
## Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.00000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.08087 Mean :0.09216 Mean :0.09687 Mean :0.08591
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.00000
## ind_var43_emit_ult1 ind_var43_recib_ult1 var21
## Min. :0.00000 Min. :0.0000 Min. : 0.00
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.: 0.00
## Median :0.00000 Median :0.0000 Median : 0.00
## Mean :0.06659 Mean :0.1293 Mean : 32.55
## 3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.: 0.00
## Max. :1.00000 Max. :1.0000 Max. :30000.00
## num_var2_0_ult1 num_var2_ult1 num_aport_var13_hace3 num_aport_var13_ult1
## Min. :0 Min. :0 Min. : 0.00000 Min. : 0.00000
## 1st Qu.:0 1st Qu.:0 1st Qu.: 0.00000 1st Qu.: 0.00000
## Median :0 Median :0 Median : 0.00000 Median : 0.00000
## Mean :0 Mean :0 Mean : 0.07589 Mean : 0.01796
## 3rd Qu.:0 3rd Qu.:0 3rd Qu.: 0.00000 3rd Qu.: 0.00000
## Max. :0 Max. :0 Max. :24.00000 Max. :30.00000
## num_aport_var17_hace3 num_aport_var17_ult1 num_aport_var33_hace3
## Min. : 0.000000 Min. : 0.000000 Min. : 0.000000
## 1st Qu.: 0.000000 1st Qu.: 0.000000 1st Qu.: 0.000000
## Median : 0.000000 Median : 0.000000 Median : 0.000000
## Mean : 0.001539 Mean : 0.003394 Mean : 0.001066
## 3rd Qu.: 0.000000 3rd Qu.: 0.000000 3rd Qu.: 0.000000
## Max. :12.000000 Max. :21.000000 Max. :12.000000
## num_aport_var33_ult1 num_var7_emit_ult1 num_var7_recib_ult1
## Min. :0.000000 Min. :0.0000000 Min. : 0.0000
## 1st Qu.:0.000000 1st Qu.:0.0000000 1st Qu.: 0.0000
## Median :0.000000 Median :0.0000000 Median : 0.0000
## Mean :0.000316 Mean :0.0001184 Mean : 0.0103
## 3rd Qu.:0.000000 3rd Qu.:0.0000000 3rd Qu.: 0.0000
## Max. :6.000000 Max. :3.0000000 Max. :24.0000
## num_compra_var44_hace3 num_compra_var44_ult1 num_ent_var16_ult1
## Min. :0.000000 Min. : 0.00000 Min. : 0.000
## 1st Qu.:0.000000 1st Qu.: 0.00000 1st Qu.: 0.000
## Median :0.000000 Median : 0.00000 Median : 0.000
## Mean :0.001855 Mean : 0.00754 Mean : 0.188
## 3rd Qu.:0.000000 3rd Qu.: 0.00000 3rd Qu.: 0.000
## Max. :9.000000 Max. :39.00000 Max. :60.000
## num_var22_hace2 num_var22_hace3 num_var22_ult1 num_var22_ult3
## Min. : 0.000 Min. : 0.000 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 0.000 Median : 0.000 Median : 0.0000 Median : 0.000
## Mean : 1.299 Mean : 1.185 Mean : 0.5607 Mean : 3.044
## 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.0000 3rd Qu.: 3.000
## Max. :123.000 Max. :108.000 Max. :96.0000 Max. :234.000
## num_med_var22_ult3 num_med_var45_ult3 num_meses_var5_ult3
## Min. : 0.0000 Min. : 0.000 Min. :0.00
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.00
## Median : 0.0000 Median : 0.000 Median :3.00
## Mean : 0.6359 Mean : 4.025 Mean :1.98
## 3rd Qu.: 0.0000 3rd Qu.: 3.000 3rd Qu.:3.00
## Max. :78.0000 Max. :267.000 Max. :3.00
## num_meses_var8_ult3 num_meses_var12_ult3 num_meses_var13_corto_ult3
## Min. :0.0000 Min. :0.0000 Min. :0.00000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000
## Median :0.0000 Median :0.0000 Median :0.00000
## Mean :0.0536 Mean :0.1021 Mean :0.09892
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.00000
## Max. :3.0000 Max. :3.0000 Max. :3.00000
## num_meses_var13_largo_ult3 num_meses_var13_medio_ult3
## Min. :0.0000 Min. :0.00e+00
## 1st Qu.:0.0000 1st Qu.:0.00e+00
## Median :0.0000 Median :0.00e+00
## Mean :0.0174 Mean :5.26e-05
## 3rd Qu.:0.0000 3rd Qu.:0.00e+00
## Max. :3.0000 Max. :2.00e+00
## num_meses_var17_ult3 num_meses_var29_ult3 num_meses_var33_ult3
## Min. :0.00000 Min. :0.0000000 Min. :0.000000
## 1st Qu.:0.00000 1st Qu.:0.0000000 1st Qu.:0.000000
## Median :0.00000 Median :0.0000000 Median :0.000000
## Mean :0.00296 Mean :0.0001052 Mean :0.001513
## 3rd Qu.:0.00000 3rd Qu.:0.0000000 3rd Qu.:0.000000
## Max. :3.00000 Max. :2.0000000 Max. :3.000000
## num_meses_var39_vig_ult3 num_meses_var44_ult3 num_op_var39_comer_ult1
## Min. :0.000 Min. :0.000000 Min. : 0.000
## 1st Qu.:1.000 1st Qu.:0.000000 1st Qu.: 0.000
## Median :2.000 Median :0.000000 Median : 0.000
## Mean :1.593 Mean :0.003578 Mean : 2.195
## 3rd Qu.:2.000 3rd Qu.:0.000000 3rd Qu.: 0.000
## Max. :3.000 Max. :3.000000 Max. :438.000
## num_op_var39_comer_ult3 num_op_var40_comer_ult1 num_op_var40_comer_ult3
## Min. : 0.000 Min. : 0.00000 Min. : 0.0000
## 1st Qu.: 0.000 1st Qu.: 0.00000 1st Qu.: 0.0000
## Median : 0.000 Median : 0.00000 Median : 0.0000
## Mean : 3.607 Mean : 0.07498 Mean : 0.1448
## 3rd Qu.: 0.000 3rd Qu.: 0.00000 3rd Qu.: 0.0000
## Max. :600.000 Max. :210.00000 Max. :582.0000
## num_op_var40_efect_ult1 num_op_var40_efect_ult3 num_op_var41_comer_ult1
## Min. : 0.000000 Min. : 0.00000 Min. : 0.00
## 1st Qu.: 0.000000 1st Qu.: 0.00000 1st Qu.: 0.00
## Median : 0.000000 Median : 0.00000 Median : 0.00
## Mean : 0.002486 Mean : 0.00367 Mean : 2.12
## 3rd Qu.: 0.000000 3rd Qu.: 0.00000 3rd Qu.: 0.00
## Max. :24.000000 Max. :24.00000 Max. :438.00
## num_op_var41_comer_ult3 num_op_var41_efect_ult1 num_op_var41_efect_ult3
## Min. : 0.000 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 0.000 Median : 0.0000 Median : 0.000
## Mean : 3.462 Mean : 0.7194 Mean : 1.212
## 3rd Qu.: 0.000 3rd Qu.: 0.0000 3rd Qu.: 0.000
## Max. :438.000 Max. :90.0000 Max. :156.000
## num_op_var39_efect_ult1 num_op_var39_efect_ult3 num_reemb_var13_hace3
## Min. : 0.0000 Min. : 0.000 Min. :0
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0
## Median : 0.0000 Median : 0.000 Median :0
## Mean : 0.7219 Mean : 1.216 Mean :0
## 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.:0
## Max. :90.0000 Max. :156.000 Max. :0
## num_reemb_var13_ult1 num_reemb_var17_hace3 num_reemb_var17_ult1
## Min. :0.0000 Min. :0.00e+00 Min. : 0.000000
## 1st Qu.:0.0000 1st Qu.:0.00e+00 1st Qu.: 0.000000
## Median :0.0000 Median :0.00e+00 Median : 0.000000
## Mean :0.0015 Mean :3.95e-05 Mean : 0.001184
## 3rd Qu.:0.0000 3rd Qu.:0.00e+00 3rd Qu.: 0.000000
## Max. :3.0000 Max. :3.00e+00 Max. :21.000000
## num_reemb_var33_hace3 num_reemb_var33_ult1 num_sal_var16_ult1
## Min. :0 Min. :0.00e+00 Min. : 0.000000
## 1st Qu.:0 1st Qu.:0.00e+00 1st Qu.: 0.000000
## Median :0 Median :0.00e+00 Median : 0.000000
## Mean :0 Mean :3.95e-05 Mean : 0.004933
## 3rd Qu.:0 3rd Qu.:0.00e+00 3rd Qu.: 0.000000
## Max. :0 Max. :3.00e+00 Max. :15.000000
## num_var43_emit_ult1 num_var43_recib_ult1 num_trasp_var11_ult1
## Min. : 0.0000 Min. : 0.000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.000 Median : 0.0000
## Mean : 0.3928 Mean : 0.815 Mean : 0.1207
## 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.0000
## Max. :180.0000 Max. :264.000 Max. :93.0000
## num_trasp_var17_in_hace3 num_trasp_var17_in_ult1
## Min. :0.000000 Min. :0.0000000
## 1st Qu.:0.000000 1st Qu.:0.0000000
## Median :0.000000 Median :0.0000000
## Mean :0.000118 Mean :0.0001579
## 3rd Qu.:0.000000 3rd Qu.:0.0000000
## Max. :6.000000 Max. :3.0000000
## num_trasp_var17_out_hace3 num_trasp_var17_out_ult1
## Min. :0 Min. :0.0000000
## 1st Qu.:0 1st Qu.:0.0000000
## Median :0 Median :0.0000000
## Mean :0 Mean :0.0001579
## 3rd Qu.:0 3rd Qu.:0.0000000
## Max. :0 Max. :3.0000000
## num_trasp_var33_in_hace3 num_trasp_var33_in_ult1
## Min. :0.0000000 Min. :0.000000
## 1st Qu.:0.0000000 1st Qu.:0.000000
## Median :0.0000000 Median :0.000000
## Mean :0.0002368 Mean :0.000237
## 3rd Qu.:0.0000000 3rd Qu.:0.000000
## Max. :3.0000000 Max. :6.000000
## num_trasp_var33_out_hace3 num_trasp_var33_out_ult1 num_venta_var44_hace3
## Min. :0 Min. :0.00e+00 Min. :0.000000
## 1st Qu.:0 1st Qu.:0.00e+00 1st Qu.:0.000000
## Median :0 Median :0.00e+00 Median :0.000000
## Mean :0 Mean :3.95e-05 Mean :0.000158
## 3rd Qu.:0 3rd Qu.:0.00e+00 3rd Qu.:0.000000
## Max. :0 Max. :3.00e+00 Max. :6.000000
## num_venta_var44_ult1 num_var45_hace2 num_var45_hace3
## Min. : 0.00000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.00000 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.00000 Median : 0.000 Median : 0.000
## Mean : 0.00442 Mean : 5.393 Mean : 3.894
## 3rd Qu.: 0.00000 3rd Qu.: 3.000 3rd Qu.: 3.000
## Max. :39.00000 Max. :342.000 Max. :339.000
## num_var45_ult1 num_var45_ult3 saldo_var2_ult1 saldo_medio_var5_hace2
## Min. : 0.000 Min. : 0.00 Min. :0 Min. : -128.4
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.:0 1st Qu.: 0.0
## Median : 0.000 Median : 0.00 Median :0 Median : 3.0
## Mean : 4.364 Mean : 13.65 Mean :0 Mean : 1579.1
## 3rd Qu.: 3.000 3rd Qu.: 12.00 3rd Qu.:0 3rd Qu.: 90.0
## Max. :510.000 Max. :801.00 Max. :0 Max. :812137.3
## saldo_medio_var5_hace3 saldo_medio_var5_ult1 saldo_medio_var5_ult3
## Min. : -8.0 Min. : -922.4 Min. : -476.1
## 1st Qu.: 0.0 1st Qu.: 0.0 1st Qu.: 0.0
## Median : 1.0 Median : 3.0 Median : 2.7
## Mean : 891.4 Mean : 1077.3 Mean : 1048.9
## 3rd Qu.: 12.2 3rd Qu.: 90.0 3rd Qu.: 83.8
## Max. :1542339.4 Max. :601428.6 Max. :544365.6
## saldo_medio_var8_hace2 saldo_medio_var8_hace3 saldo_medio_var8_ult1
## Min. : -287.67 Min. : 0.00 Min. : -3401.3
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.0
## Median : 0.00 Median : 0.00 Median : 0.0
## Mean : 68.28 Mean : 9.51 Mean : 124.6
## 3rd Qu.: 0.00 3rd Qu.: 0.00 3rd Qu.: 0.0
## Max. :231351.99 Max. :77586.21 Max. :228031.8
## saldo_medio_var8_ult3 saldo_medio_var12_hace2 saldo_medio_var12_hace3
## Min. : -1845 Min. : 0 Min. : 0.0
## 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0.0
## Median : 0 Median : 0 Median : 0.0
## Mean : 110 Mean : 3997 Mean : 613.5
## 3rd Qu.: 0 3rd Qu.: 0 3rd Qu.: 0.0
## Max. :177582 Max. :3000538 Max. :668335.3
## saldo_medio_var12_ult1 saldo_medio_var12_ult3
## Min. : 0 Min. : 0
## 1st Qu.: 0 1st Qu.: 0
## Median : 0 Median : 0
## Mean : 5703 Mean : 4401
## 3rd Qu.: 0 3rd Qu.: 0
## Max. :3004186 Max. :2272859
## saldo_medio_var13_corto_hace2 saldo_medio_var13_corto_hace3
## Min. : 0 Min. : 0.0
## 1st Qu.: 0 1st Qu.: 0.0
## Median : 0 Median : 0.0
## Mean : 3639 Mean : 556.2
## 3rd Qu.: 0 3rd Qu.: 0.0
## Max. :450000 Max. :304838.7
## saldo_medio_var13_corto_ult1 saldo_medio_var13_corto_ult3
## Min. : 0 Min. : 0
## 1st Qu.: 0 1st Qu.: 0
## Median : 0 Median : 0
## Mean : 4852 Mean : 3858
## 3rd Qu.: 0 3rd Qu.: 0
## Max. :450000 Max. :450000
## saldo_medio_var13_largo_hace2 saldo_medio_var13_largo_hace3
## Min. : 0.0 Min. : 0.0
## 1st Qu.: 0.0 1st Qu.: 0.0
## Median : 0.0 Median : 0.0
## Mean : 771.2 Mean : 162.2
## 3rd Qu.: 0.0 3rd Qu.: 0.0
## Max. :840000.0 Max. :534000.0
## saldo_medio_var13_largo_ult1 saldo_medio_var13_largo_ult3
## Min. : 0 Min. : 0
## 1st Qu.: 0 1st Qu.: 0
## Median : 0 Median : 0
## Mean : 957 Mean : 751
## 3rd Qu.: 0 3rd Qu.: 0
## Max. :1500000 Max. :1034483
## saldo_medio_var13_medio_hace2 saldo_medio_var13_medio_hace3
## Min. : 0.000 Min. :0
## 1st Qu.: 0.000 1st Qu.:0
## Median : 0.000 Median :0
## Mean : 0.175 Mean :0
## 3rd Qu.: 0.000 3rd Qu.:0
## Max. :7741.950 Max. :0
## saldo_medio_var13_medio_ult1 saldo_medio_var13_medio_ult3
## Min. :0.00e+00 Min. : 0.000
## 1st Qu.:0.00e+00 1st Qu.: 0.000
## Median :0.00e+00 Median : 0.000
## Mean :5.13e-01 Mean : 0.344
## 3rd Qu.:0.00e+00 3rd Qu.: 0.000
## Max. :3.00e+04 Max. :18870.990
## saldo_medio_var17_hace2 saldo_medio_var17_hace3 saldo_medio_var17_ult1
## Min. : 0 Min. : 0.0 Min. : 0
## 1st Qu.: 0 1st Qu.: 0.0 1st Qu.: 0
## Median : 0 Median : 0.0 Median : 0
## Mean : 91 Mean : 36.5 Mean : 131
## 3rd Qu.: 0 3rd Qu.: 0.0 3rd Qu.: 0
## Max. :4210084 Max. :2368559.0 Max. :3998687
## saldo_medio_var17_ult3 saldo_medio_var29_hace2 saldo_medio_var29_hace3
## Min. : 0 Min. : 0.000 Min. : 0.00000
## 1st Qu.: 0 1st Qu.: 0.000 1st Qu.: 0.00000
## Median : 0 Median : 0.000 Median : 0.00000
## Mean : 109 Mean : 0.213 Mean : 0.00191
## 3rd Qu.: 0 3rd Qu.: 0.000 3rd Qu.: 0.00000
## Max. :3525777 Max. :10430.010 Max. :145.20000
## saldo_medio_var29_ult1 saldo_medio_var29_ult3 saldo_medio_var33_hace2
## Min. : 0.000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.00
## Median : 0.000 Median : 0.000 Median : 0.00
## Mean : 0.254 Mean : 0.187 Mean : 7.94
## 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.00
## Max. :13793.670 Max. :7331.340 Max. :50003.88
## saldo_medio_var33_hace3 saldo_medio_var33_ult1 saldo_medio_var33_ult3
## Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.000 Median : 0.00 Median : 0.00
## Mean : 1.365 Mean : 12.22 Mean : 8.78
## 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.: 0.00
## Max. :20385.720 Max. :138831.63 Max. :91778.73
## saldo_medio_var44_hace2 saldo_medio_var44_hace3 saldo_medio_var44_ult1
## Min. : 0.0 Min. : 0.000 Min. : 0
## 1st Qu.: 0.0 1st Qu.: 0.000 1st Qu.: 0
## Median : 0.0 Median : 0.000 Median : 0
## Mean : 31.5 Mean : 1.859 Mean : 76
## 3rd Qu.: 0.0 3rd Qu.: 0.000 3rd Qu.: 0
## Max. :438329.2 Max. :24650.010 Max. :681463
## saldo_medio_var44_ult3 var38 TARGET
## Min. : 0.0 Min. : 5164 Min. :0.00000
## 1st Qu.: 0.0 1st Qu.: 67871 1st Qu.:0.00000
## Median : 0.0 Median : 106409 Median :0.00000
## Mean : 56.6 Mean : 117236 Mean :0.03957
## 3rd Qu.: 0.0 3rd Qu.: 118756 3rd Qu.:0.00000
## Max. :397884.3 Max. :22034739 Max. :1.00000Distributions of variables
